Pandas Profiling Report

Dataset statistics

Number of variables	23
Number of observations	53257
Missing cells	0
Missing cells (%)	0.0%
Total size in memory	9.3 MiB
Average record size in memory	184.0 B

Variable types

Numeric	21
Categorical	2

Alerts

`sum_services` is highly correlated with `services_frequency` and 3 other fields	High correlation
`services_frequency` is highly correlated with `sum_services` and 3 other fields	High correlation
`inter_avulsa` is highly correlated with `sum_services` and 1 other fields	High correlation
`prezao_diario` is highly correlated with `sum_services` and 1 other fields	High correlation
`prezao_semanal` is highly correlated with `sum_services` and 1 other fields	High correlation
`sum_services` is highly correlated with `services_frequency` and 2 other fields	High correlation
`services_frequency` is highly correlated with `sum_services` and 2 other fields	High correlation
`inter_avulsa` is highly correlated with `sum_services` and 1 other fields	High correlation
`prezao_diario` is highly correlated with `services_frequency`	High correlation
`prezao_semanal` is highly correlated with `sum_services`	High correlation
`sum_services` is highly correlated with `services_frequency` and 3 other fields	High correlation
`services_frequency` is highly correlated with `sum_services` and 3 other fields	High correlation
`inter_avulsa` is highly correlated with `sum_services` and 1 other fields	High correlation
`prezao_diario` is highly correlated with `sum_services` and 1 other fields	High correlation
`prezao_semanal` is highly correlated with `sum_services` and 1 other fields	High correlation
`sum_services` is highly correlated with `services_frequency` and 2 other fields	High correlation
`services_frequency` is highly correlated with `sum_services` and 3 other fields	High correlation
`inter_avulsa` is highly correlated with `sum_services` and 1 other fields	High correlation
`clube` is highly correlated with `pct_internet_mensal`	High correlation
`entretenimento` is highly correlated with `prezao_mensal` and 2 other fields	High correlation
`pct_internet_mensal` is highly correlated with `clube`	High correlation
`prezao_diario` is highly correlated with `services_frequency`	High correlation
`prezao_mensal` is highly correlated with `entretenimento`	High correlation
`prezao_semanal` is highly correlated with `sum_services`	High correlation
`servicos_operadora` is highly correlated with `services_frequency`	High correlation
`sms_internacional` is highly correlated with `entretenimento` and 1 other fields	High correlation
`transf_entre_regionais` is highly correlated with `entretenimento` and 1 other fields	High correlation
`antivirus` is highly skewed (γ1 = 62.88240218)	Skewed
`app_educacao` is highly skewed (γ1 = 34.263001)	Skewed
`app_emprego` is highly skewed (γ1 = 52.74311433)	Skewed
`app_saude` is highly skewed (γ1 = 59.17882664)	Skewed
`clube` is highly skewed (γ1 = 86.01255931)	Skewed
`pre_mix_giga` is highly skewed (γ1 = 32.65975538)	Skewed
`games` is highly skewed (γ1 = 32.01856606)	Skewed
`prezao_quinzenal` is highly skewed (γ1 = 36.25463458)	Skewed
`recarga_sos` is highly skewed (γ1 = 43.45335845)	Skewed
`sms_cobrar` is highly skewed (γ1 = 94.98582431)	Skewed
`sms_internacional` is highly skewed (γ1 = 39.17476276)	Skewed
`truecaller` is highly skewed (γ1 = 28.81193418)	Skewed
`sum_services` has 35757 (67.1%) zeros	Zeros
`services_frequency` has 35757 (67.1%) zeros	Zeros
`inter_avulsa` has 44038 (82.7%) zeros	Zeros
`antivirus` has 53171 (99.8%) zeros	Zeros
`app_educacao` has 53137 (99.8%) zeros	Zeros
`app_emprego` has 53184 (99.9%) zeros	Zeros
`app_saude` has 53194 (99.9%) zeros	Zeros
`clube` has 50012 (93.9%) zeros	Zeros
`pre_mix_giga` has 53119 (99.7%) zeros	Zeros
`entretenimento` has 51412 (96.5%) zeros	Zeros
`games` has 53014 (99.5%) zeros	Zeros
`pct_internet_mensal` has 52386 (98.4%) zeros	Zeros
`prezao_diario` has 45537 (85.5%) zeros	Zeros
`prezao_mensal` has 51247 (96.2%) zeros	Zeros
`prezao_quinzenal` has 53176 (99.8%) zeros	Zeros
`prezao_semanal` has 44772 (84.1%) zeros	Zeros
`recarga_sos` has 53175 (99.8%) zeros	Zeros
`servicos_operadora` has 48928 (91.9%) zeros	Zeros
`sms_cobrar` has 53056 (99.6%) zeros	Zeros
`sms_internacional` has 52978 (99.5%) zeros	Zeros
`truecaller` has 53055 (99.6%) zeros	Zeros

Reproduction

Analysis started	2022-03-15 15:21:34.492623
Analysis finished	2022-03-15 15:22:14.414105
Duration	39.92 seconds
Software version	pandas-profiling v3.1.0
Download configuration	config.json

sum_services
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	8251
Distinct (%)	15.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	21.21653492

Minimum	0
Maximum	1202.26
Zeros	35757
Zeros (%)	67.1%
Negative	0
Negative (%)	0.0%
Memory size	416.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	14.99
95-th percentile	127.344
Maximum	1202.26
Range	1202.26
Interquartile range (IQR)	14.99

Descriptive statistics

Standard deviation	49.52950157
Coefficient of variation (CV)	2.334476471
Kurtosis	27.03717219
Mean	21.21653492
Median Absolute Deviation (MAD)	0
Skewness	3.940826201
Sum	1129929
Variance	2453.171525
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	35757	67.1%
9.99	431	0.8%
19.98	224	0.4%
19.99	166	0.3%
29.97	119	0.2%
1.39	100	0.2%
1.99	94	0.2%
1.49	84	0.2%
0.99	76	0.1%
39.96	73	0.1%
Other values (8241)	16133	30.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	35757	67.1%
0.01	22	< 0.1%
0.02	31	0.1%
0.03	18	< 0.1%
0.04	30	0.1%
0.05	23	< 0.1%
0.06	16	< 0.1%
0.07	21	< 0.1%
0.08	8	< 0.1%
0.09	12	< 0.1%

Value	Count	Frequency (%)
1202.26	1	< 0.1%
885.59	1	< 0.1%
772.47	1	< 0.1%
691.63	1	< 0.1%
671.96	1	< 0.1%
669.54	1	< 0.1%
647.07	1	< 0.1%
632.84	1	< 0.1%
629.58	1	< 0.1%
611	1	< 0.1%

services_frequency
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	174
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.78787765

Minimum	0
Maximum	448
Zeros	35757
Zeros (%)	67.1%
Negative	0
Negative (%)	0.0%
Memory size	416.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	4
95-th percentile	32
Maximum	448
Range	448
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	14.74731503
Coefficient of variation (CV)	2.547965925
Kurtosis	51.77253174
Mean	5.78787765
Median Absolute Deviation (MAD)	0
Skewness	5.237101502
Sum	308245
Variance	217.4833005
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	35757	67.1%
1	1883	3.5%
2	1068	2.0%
3	989	1.9%
4	832	1.6%
5	709	1.3%
6	690	1.3%
7	650	1.2%
8	603	1.1%
13	543	1.0%
Other values (164)	9533	17.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	35757	67.1%
1	1883	3.5%
2	1068	2.0%
3	989	1.9%
4	832	1.6%
5	709	1.3%
6	690	1.3%
7	650	1.2%
8	603	1.1%
9	525	1.0%

Value	Count	Frequency (%)
448	1	< 0.1%
328	1	< 0.1%
258	1	< 0.1%
243	1	< 0.1%
233	1	< 0.1%
232	1	< 0.1%
231	1	< 0.1%
224	1	< 0.1%
219	1	< 0.1%
216	1	< 0.1%

inter_avulsa
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	157
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.609872881

Minimum	0
Maximum	447
Zeros	44038
Zeros (%)	82.7%
Negative	0
Negative (%)	0.0%
Memory size	416.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	16
Maximum	447
Range	447
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	10.75048106
Coefficient of variation (CV)	4.119158884
Kurtosis	123.5536249
Mean	2.609872881
Median Absolute Deviation (MAD)	0
Skewness	8.256024778
Sum	138994
Variance	115.572843
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	44038	82.7%
1	1501	2.8%
2	877	1.6%
3	654	1.2%
4	554	1.0%
5	439	0.8%
6	423	0.8%
7	357	0.7%
8	311	0.6%
9	303	0.6%
Other values (147)	3800	7.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	44038	82.7%
1	1501	2.8%
2	877	1.6%
3	654	1.2%
4	554	1.0%
5	439	0.8%
6	423	0.8%
7	357	0.7%
8	311	0.6%
9	303	0.6%

Value	Count	Frequency (%)
447	1	< 0.1%
219	1	< 0.1%
215	1	< 0.1%
211	1	< 0.1%
205	1	< 0.1%
200	1	< 0.1%
197	1	< 0.1%
184	1	< 0.1%
181	1	< 0.1%
176	1	< 0.1%

antivirus
Real number (ℝ_≥0)

SKEWED
ZEROS

Distinct	12
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.004975871716

Minimum	0
Maximum	21
Zeros	53171
Zeros (%)	99.8%
Negative	0
Negative (%)	0.0%
Memory size	416.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	21
Range	21
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.1795920193
Coefficient of variation (CV)	36.09257424
Kurtosis	5328.213576
Mean	0.004975871716
Median Absolute Deviation (MAD)	0
Skewness	62.88240218
Sum	265
Variance	0.03225329341
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
0	53171	99.8%
1	36	0.1%
2	14	< 0.1%
3	11	< 0.1%
5	9	< 0.1%
4	7	< 0.1%
6	3	< 0.1%
12	2	< 0.1%
21	1	< 0.1%
8	1	< 0.1%
Other values (2)	2	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	53171	99.8%
1	36	0.1%
2	14	< 0.1%
3	11	< 0.1%
4	7	< 0.1%
5	9	< 0.1%
6	3	< 0.1%
8	1	< 0.1%
11	1	< 0.1%
12	2	< 0.1%

Value	Count	Frequency (%)
21	1	< 0.1%
13	1	< 0.1%
12	2	< 0.1%
11	1	< 0.1%
8	1	< 0.1%
6	3	< 0.1%
5	9	< 0.1%
4	7	< 0.1%
3	11	< 0.1%
2	14	< 0.1%

app_educacao
Real number (ℝ_≥0)

SKEWED
ZEROS

Distinct	10
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.005895938562

Minimum	0
Maximum	10
Zeros	53137
Zeros (%)	99.8%
Negative	0
Negative (%)	0.0%
Memory size	416.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	10
Range	10
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.1535805613
Coefficient of variation (CV)	26.04853488
Kurtosis	1382.628972
Mean	0.005895938562
Median Absolute Deviation (MAD)	0
Skewness	34.263001
Sum	314
Variance	0.0235869888
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	53137	99.8%
1	47	0.1%
2	28	0.1%
3	12	< 0.1%
4	12	< 0.1%
6	8	< 0.1%
5	8	< 0.1%
7	3	< 0.1%
10	1	< 0.1%
8	1	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	53137	99.8%
1	47	0.1%
2	28	0.1%
3	12	< 0.1%
4	12	< 0.1%
5	8	< 0.1%
6	8	< 0.1%
7	3	< 0.1%
8	1	< 0.1%
10	1	< 0.1%

Value	Count	Frequency (%)
10	1	< 0.1%
8	1	< 0.1%
7	3	< 0.1%
6	8	< 0.1%
5	8	< 0.1%
4	12	< 0.1%
3	12	< 0.1%
2	28	0.1%
1	47	0.1%
0	53137	99.8%

app_emprego
Real number (ℝ_≥0)

SKEWED
ZEROS

Distinct	14
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.00486321047

Minimum	0
Maximum	16
Zeros	53184
Zeros (%)	99.9%
Negative	0
Negative (%)	0.0%
Memory size	416.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	16
Range	16
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.1799084914
Coefficient of variation (CV)	36.99377037
Kurtosis	3337.2311
Mean	0.00486321047
Median Absolute Deviation (MAD)	0
Skewness	52.74311433
Sum	259
Variance	0.03236706528
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=14)

Value	Count	Frequency (%)
0	53184	99.9%
1	28	0.1%
2	10	< 0.1%
3	9	< 0.1%
4	7	< 0.1%
7	4	< 0.1%
5	4	< 0.1%
6	3	< 0.1%
13	2	< 0.1%
10	2	< 0.1%
Other values (4)	4	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	53184	99.9%
1	28	0.1%
2	10	< 0.1%
3	9	< 0.1%
4	7	< 0.1%
5	4	< 0.1%
6	3	< 0.1%
7	4	< 0.1%
8	1	< 0.1%
9	1	< 0.1%

Value	Count	Frequency (%)
16	1	< 0.1%
13	2	< 0.1%
11	1	< 0.1%
10	2	< 0.1%
9	1	< 0.1%
8	1	< 0.1%
7	4	< 0.1%
6	3	< 0.1%
5	4	< 0.1%
4	7	< 0.1%

app_saude
Real number (ℝ_≥0)

SKEWED
ZEROS

Distinct	12
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.003530052387

Minimum	0
Maximum	13
Zeros	53194
Zeros (%)	99.9%
Negative	0
Negative (%)	0.0%
Memory size	416.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	13
Range	13
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.1444569656
Coefficient of variation (CV)	40.92204582
Kurtosis	4092.201016
Mean	0.003530052387
Median Absolute Deviation (MAD)	0
Skewness	59.17882664
Sum	188
Variance	0.0208678149
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
0	53194	99.9%
1	29	0.1%
2	12	< 0.1%
3	5	< 0.1%
4	5	< 0.1%
8	3	< 0.1%
6	2	< 0.1%
5	2	< 0.1%
9	2	< 0.1%
13	1	< 0.1%
Other values (2)	2	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	53194	99.9%
1	29	0.1%
2	12	< 0.1%
3	5	< 0.1%
4	5	< 0.1%
5	2	< 0.1%
6	2	< 0.1%
8	3	< 0.1%
9	2	< 0.1%
11	1	< 0.1%

Value	Count	Frequency (%)
13	1	< 0.1%
12	1	< 0.1%
11	1	< 0.1%
9	2	< 0.1%
8	3	< 0.1%
6	2	< 0.1%
5	2	< 0.1%
4	5	< 0.1%
3	5	< 0.1%
2	12	< 0.1%

clube
Real number (ℝ_≥0)

HIGH CORRELATION
SKEWED
ZEROS

Distinct	22
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.1171864731

Minimum	0
Maximum	155
Zeros	50012
Zeros (%)	93.9%
Negative	0
Negative (%)	0.0%
Memory size	416.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	155
Range	155
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.9705328638
Coefficient of variation (CV)	8.281953009
Kurtosis	12652.09812
Mean	0.1171864731
Median Absolute Deviation (MAD)	0
Skewness	86.01255931
Sum	6241
Variance	0.9419340398
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=22)

Value	Count	Frequency (%)
0	50012	93.9%
1	2065	3.9%
2	623	1.2%
3	242	0.5%
4	97	0.2%
5	66	0.1%
6	56	0.1%
7	31	0.1%
9	17	< 0.1%
12	9	< 0.1%
Other values (12)	39	0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	50012	93.9%
1	2065	3.9%
2	623	1.2%
3	242	0.5%
4	97	0.2%
5	66	0.1%
6	56	0.1%
7	31	0.1%
8	8	< 0.1%
9	17	< 0.1%

Value	Count	Frequency (%)
155	1	< 0.1%
67	1	< 0.1%
29	1	< 0.1%
26	1	< 0.1%
20	1	< 0.1%
16	1	< 0.1%
15	2	< 0.1%
14	3	< 0.1%
13	5	< 0.1%
12	9	< 0.1%

pre_mix_giga
Real number (ℝ_≥0)

SKEWED
ZEROS

Distinct	19
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.02164973618

Minimum	0
Maximum	43
Zeros	53119
Zeros (%)	99.7%
Negative	0
Negative (%)	0.0%
Memory size	416.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	43
Range	43
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.5053796119
Coefficient of variation (CV)	23.34345359
Kurtosis	1570.048202
Mean	0.02164973618
Median Absolute Deviation (MAD)	0
Skewness	32.65975538
Sum	1153
Variance	0.2554085522
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=19)

Value	Count	Frequency (%)
0	53119	99.7%
13	19	< 0.1%
12	12	< 0.1%
10	11	< 0.1%
6	11	< 0.1%
5	11	< 0.1%
11	11	< 0.1%
4	11	< 0.1%
2	10	< 0.1%
7	8	< 0.1%
Other values (9)	34	0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	53119	99.7%
1	8	< 0.1%
2	10	< 0.1%
3	7	< 0.1%
4	11	< 0.1%
5	11	< 0.1%
6	11	< 0.1%
7	8	< 0.1%
8	4	< 0.1%
9	6	< 0.1%

Value	Count	Frequency (%)
43	1	< 0.1%
27	1	< 0.1%
17	2	< 0.1%
15	1	< 0.1%
14	4	< 0.1%
13	19	< 0.1%
12	12	< 0.1%
11	11	< 0.1%
10	11	< 0.1%
9	6	< 0.1%

entretenimento
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	32
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.184182361

Minimum	0
Maximum	40
Zeros	51412
Zeros (%)	96.5%
Negative	0
Negative (%)	0.0%
Memory size	416.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	40
Range	40
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1.329913995
Coefficient of variation (CV)	7.220637132
Kurtosis	142.6900633
Mean	0.184182361
Median Absolute Deviation (MAD)	0
Skewness	10.44025972
Sum	9809
Variance	1.768671234
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=32)

Value	Count	Frequency (%)
0	51412	96.5%
1	424	0.8%
2	267	0.5%
3	203	0.4%
4	173	0.3%
5	126	0.2%
6	99	0.2%
7	82	0.2%
13	76	0.1%
8	71	0.1%
Other values (22)	324	0.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	51412	96.5%
1	424	0.8%
2	267	0.5%
3	203	0.4%
4	173	0.3%
5	126	0.2%
6	99	0.2%
7	82	0.2%
8	71	0.1%
9	60	0.1%

Value	Count	Frequency (%)
40	1	< 0.1%
38	1	< 0.1%
34	1	< 0.1%
29	1	< 0.1%
27	2	< 0.1%
26	3	< 0.1%
25	3	< 0.1%
24	6	< 0.1%
23	2	< 0.1%
22	2	< 0.1%

games
Real number (ℝ_≥0)

SKEWED
ZEROS

Distinct	13
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.01122857089

Minimum	0
Maximum	15
Zeros	53014
Zeros (%)	99.5%
Negative	0
Negative (%)	0.0%
Memory size	416.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	15
Range	15
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.2281986149
Coefficient of variation (CV)	20.32303283
Kurtosis	1302.414645
Mean	0.01122857089
Median Absolute Deviation (MAD)	0
Skewness	32.01856606
Sum	598
Variance	0.05207460783
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=13)

Value	Count	Frequency (%)
0	53014	99.5%
1	121	0.2%
2	46	0.1%
3	30	0.1%
4	15	< 0.1%
5	8	< 0.1%
6	6	< 0.1%
8	5	< 0.1%
10	3	< 0.1%
11	3	< 0.1%
Other values (3)	6	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	53014	99.5%
1	121	0.2%
2	46	0.1%
3	30	0.1%
4	15	< 0.1%
5	8	< 0.1%
6	6	< 0.1%
7	2	< 0.1%
8	5	< 0.1%
9	3	< 0.1%

Value	Count	Frequency (%)
15	1	< 0.1%
11	3	< 0.1%
10	3	< 0.1%
9	3	< 0.1%
8	5	< 0.1%
7	2	< 0.1%
6	6	< 0.1%
5	8	< 0.1%
4	15	< 0.1%
3	30	0.1%

pct_internet_mensal
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	15
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.02923559344

Minimum	0
Maximum	15
Zeros	52386
Zeros (%)	98.4%
Negative	0
Negative (%)	0.0%
Memory size	416.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	15
Range	15
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.3036221726
Coefficient of variation (CV)	10.38536034
Kurtosis	532.14907
Mean	0.02923559344
Median Absolute Deviation (MAD)	0
Skewness	18.97331516
Sum	1557
Variance	0.09218642371
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=15)

Value	Count	Frequency (%)
0	52386	98.4%
1	563	1.1%
2	146	0.3%
3	87	0.2%
4	29	0.1%
5	16	< 0.1%
6	9	< 0.1%
8	8	< 0.1%
7	4	< 0.1%
9	3	< 0.1%
Other values (5)	6	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	52386	98.4%
1	563	1.1%
2	146	0.3%
3	87	0.2%
4	29	0.1%
5	16	< 0.1%
6	9	< 0.1%
7	4	< 0.1%
8	8	< 0.1%
9	3	< 0.1%

Value	Count	Frequency (%)
15	1	< 0.1%
14	1	< 0.1%
12	1	< 0.1%
11	1	< 0.1%
10	2	< 0.1%
9	3	< 0.1%
8	8	< 0.1%
7	4	< 0.1%
6	9	< 0.1%
5	16	< 0.1%

prezao_diario
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	98
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.436731322

Minimum	0
Maximum	134
Zeros	45537
Zeros (%)	85.5%
Negative	0
Negative (%)	0.0%
Memory size	416.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	9
Maximum	134
Range	134
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	5.761116095
Coefficient of variation (CV)	4.009877148
Kurtosis	77.48456073
Mean	1.436731322
Median Absolute Deviation (MAD)	0
Skewness	7.360936643
Sum	76516
Variance	33.19045866
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	45537	85.5%
1	1083	2.0%
2	831	1.6%
3	688	1.3%
4	548	1.0%
5	543	1.0%
6	433	0.8%
7	389	0.7%
8	321	0.6%
9	276	0.5%
Other values (88)	2608	4.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	45537	85.5%
1	1083	2.0%
2	831	1.6%
3	688	1.3%
4	548	1.0%
5	543	1.0%
6	433	0.8%
7	389	0.7%
8	321	0.6%
9	276	0.5%

Value	Count	Frequency (%)
134	1	< 0.1%
130	1	< 0.1%
109	1	< 0.1%
105	1	< 0.1%
103	1	< 0.1%
102	1	< 0.1%
97	1	< 0.1%
96	2	< 0.1%
92	1	< 0.1%
91	2	< 0.1%

prezao_mensal
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	11
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.07814935126

Minimum	0
Maximum	18
Zeros	51247
Zeros (%)	96.2%
Negative	0
Negative (%)	0.0%
Memory size	416.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	18
Range	18
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.4624381051
Coefficient of variation (CV)	5.917363326
Kurtosis	109.0219446
Mean	0.07814935126
Median Absolute Deviation (MAD)	0
Skewness	8.296861273
Sum	4162
Variance	0.2138490011
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=11)

Value	Count	Frequency (%)
0	51247	96.2%
1	815	1.5%
2	557	1.0%
3	471	0.9%
4	90	0.2%
5	41	0.1%
6	20	< 0.1%
7	7	< 0.1%
8	4	< 0.1%
9	4	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	51247	96.2%
1	815	1.5%
2	557	1.0%
3	471	0.9%
4	90	0.2%
5	41	0.1%
6	20	< 0.1%
7	7	< 0.1%
8	4	< 0.1%
9	4	< 0.1%

Value	Count	Frequency (%)
18	1	< 0.1%
9	4	< 0.1%
8	4	< 0.1%
7	7	< 0.1%
6	20	< 0.1%
5	41	0.1%
4	90	0.2%
3	471	0.9%
2	557	1.0%
1	815	1.5%

prezao_quinzenal
Real number (ℝ_≥0)

SKEWED
ZEROS

Distinct	11
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.006665790413

Minimum	0
Maximum	14
Zeros	53176
Zeros (%)	99.8%
Negative	0
Negative (%)	0.0%
Memory size	416.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	14
Range	14
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.1962274532
Coefficient of variation (CV)	29.43798725
Kurtosis	1591.041549
Mean	0.006665790413
Median Absolute Deviation (MAD)	0
Skewness	36.25463458
Sum	355
Variance	0.03850521339
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=11)

Value	Count	Frequency (%)
0	53176	99.8%
3	17	< 0.1%
6	15	< 0.1%
1	12	< 0.1%
5	10	< 0.1%
7	9	< 0.1%
4	9	< 0.1%
2	5	< 0.1%
8	2	< 0.1%
13	1	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	53176	99.8%
1	12	< 0.1%
2	5	< 0.1%
3	17	< 0.1%
4	9	< 0.1%
5	10	< 0.1%
6	15	< 0.1%
7	9	< 0.1%
8	2	< 0.1%
13	1	< 0.1%

Value	Count	Frequency (%)
14	1	< 0.1%
13	1	< 0.1%
8	2	< 0.1%
7	9	< 0.1%
6	15	< 0.1%
5	10	< 0.1%
4	9	< 0.1%
3	17	< 0.1%
2	5	< 0.1%
1	12	< 0.1%

prezao_semanal
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	37
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.9513866722

Minimum	0
Maximum	39
Zeros	44772
Zeros (%)	84.1%
Negative	0
Negative (%)	0.0%
Memory size	416.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	8
Maximum	39
Range	39
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	2.929505552
Coefficient of variation (CV)	3.079195492
Kurtosis	19.98536558
Mean	0.9513866722
Median Absolute Deviation (MAD)	0
Skewness	4.036229132
Sum	50668
Variance	8.582002781
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=37)

Value	Count	Frequency (%)
0	44772	84.1%
1	1566	2.9%
2	1127	2.1%
3	858	1.6%
4	684	1.3%
5	590	1.1%
13	503	0.9%
6	484	0.9%
7	415	0.8%
12	402	0.8%
Other values (27)	1856	3.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	44772	84.1%
1	1566	2.9%
2	1127	2.1%
3	858	1.6%
4	684	1.3%
5	590	1.1%
6	484	0.9%
7	415	0.8%
8	384	0.7%
9	338	0.6%

Value	Count	Frequency (%)
39	1	< 0.1%
38	1	< 0.1%
37	2	< 0.1%
36	2	< 0.1%
32	1	< 0.1%
31	1	< 0.1%
30	7	< 0.1%
29	8	< 0.1%
28	6	< 0.1%
27	6	< 0.1%

recarga_sos
Real number (ℝ_≥0)

SKEWED
ZEROS

Distinct	9
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.003492498639

Minimum	0
Maximum	8
Zeros	53175
Zeros (%)	99.8%
Negative	0
Negative (%)	0.0%
Memory size	416.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	8
Range	8
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.1102517361
Coefficient of variation (CV)	31.56815434
Kurtosis	2256.373371
Mean	0.003492498639
Median Absolute Deviation (MAD)	0
Skewness	43.45335845
Sum	186
Variance	0.01215544531
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
0	53175	99.8%
1	34	0.1%
2	27	0.1%
4	6	< 0.1%
3	6	< 0.1%
6	4	< 0.1%
5	2	< 0.1%
7	2	< 0.1%
8	1	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	53175	99.8%
1	34	0.1%
2	27	0.1%
3	6	< 0.1%
4	6	< 0.1%
5	2	< 0.1%
6	4	< 0.1%
7	2	< 0.1%
8	1	< 0.1%

Value	Count	Frequency (%)
8	1	< 0.1%
7	2	< 0.1%
6	4	< 0.1%
5	2	< 0.1%
4	6	< 0.1%
3	6	< 0.1%
2	27	0.1%
1	34	0.1%
0	53175	99.8%

servicos_operadora
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	32
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.2152580881

Minimum	0
Maximum	36
Zeros	48928
Zeros (%)	91.9%
Negative	0
Negative (%)	0.0%
Memory size	416.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	36
Range	36
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1.289220813
Coefficient of variation (CV)	5.989186396
Kurtosis	145.331566
Mean	0.2152580881
Median Absolute Deviation (MAD)	0
Skewness	10.61935063
Sum	11464
Variance	1.662090305
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=32)

Value	Count	Frequency (%)
0	48928	91.9%
1	2947	5.5%
2	455	0.9%
3	181	0.3%
4	116	0.2%
5	72	0.1%
8	66	0.1%
12	64	0.1%
13	62	0.1%
7	61	0.1%
Other values (22)	305	0.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	48928	91.9%
1	2947	5.5%
2	455	0.9%
3	181	0.3%
4	116	0.2%
5	72	0.1%
6	56	0.1%
7	61	0.1%
8	66	0.1%
9	47	0.1%

Value	Count	Frequency (%)
36	1	< 0.1%
35	1	< 0.1%
31	2	< 0.1%
30	1	< 0.1%
28	2	< 0.1%
27	1	< 0.1%
25	2	< 0.1%
24	2	< 0.1%
23	1	< 0.1%
22	6	< 0.1%

sms_cobrar
Real number (ℝ_≥0)

SKEWED
ZEROS

Distinct	19
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.01462718516

Minimum	0
Maximum	79
Zeros	53056
Zeros (%)	99.6%
Negative	0
Negative (%)	0.0%
Memory size	416.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	79
Range	79
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.6230513474
Coefficient of variation (CV)	42.59543724
Kurtosis	10808.16532
Mean	0.01462718516
Median Absolute Deviation (MAD)	0
Skewness	94.98582431
Sum	779
Variance	0.3881929815
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=19)

Value	Count	Frequency (%)
0	53056	99.6%
1	120	0.2%
2	27	0.1%
3	11	< 0.1%
4	9	< 0.1%
6	9	< 0.1%
5	5	< 0.1%
8	4	< 0.1%
7	3	< 0.1%
79	2	< 0.1%
Other values (9)	11	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	53056	99.6%
1	120	0.2%
2	27	0.1%
3	11	< 0.1%
4	9	< 0.1%
5	5	< 0.1%
6	9	< 0.1%
7	3	< 0.1%
8	4	< 0.1%
9	1	< 0.1%

Value	Count	Frequency (%)
79	2	< 0.1%
49	1	< 0.1%
33	1	< 0.1%
29	2	< 0.1%
22	1	< 0.1%
17	2	< 0.1%
15	1	< 0.1%
14	1	< 0.1%
12	1	< 0.1%
9	1	< 0.1%

sms_internacional
Real number (ℝ_≥0)

HIGH CORRELATION
SKEWED
ZEROS

Distinct	11
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.008562254727

Minimum	0
Maximum	14
Zeros	52978
Zeros (%)	99.5%
Negative	0
Negative (%)	0.0%
Memory size	416.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	14
Range	14
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.1589840962
Coefficient of variation (CV)	18.56801757
Kurtosis	2446.919821
Mean	0.008562254727
Median Absolute Deviation (MAD)	0
Skewness	39.17476276
Sum	456
Variance	0.02527594284
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=11)

Value	Count	Frequency (%)
0	52978	99.5%
1	190	0.4%
2	56	0.1%
3	13	< 0.1%
4	9	< 0.1%
5	5	< 0.1%
6	2	< 0.1%
13	1	< 0.1%
7	1	< 0.1%
8	1	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	52978	99.5%
1	190	0.4%
2	56	0.1%
3	13	< 0.1%
4	9	< 0.1%
5	5	< 0.1%
6	2	< 0.1%
7	1	< 0.1%
8	1	< 0.1%
13	1	< 0.1%

Value	Count	Frequency (%)
14	1	< 0.1%
13	1	< 0.1%
8	1	< 0.1%
7	1	< 0.1%
6	2	< 0.1%
5	5	< 0.1%
4	9	< 0.1%
3	13	< 0.1%
2	56	0.1%
1	190	0.4%

transf_entre_regionais
Categorical

HIGH CORRELATION

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	416.2 KiB

	53118
	138
	1

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	0
Distinct characters	0
Distinct categories	0 ?
Distinct scripts	0 ?
Distinct blocks	0 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	< 0.1%

Common Values

Value	Count	Frequency (%)
	53118	99.7%
	138	0.3%
	1	< 0.1%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
	53118	99.7%
	138	0.3%
	1	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
No values found.

Most occurring categories

Value	Count	Frequency (%)
No values found.

Most frequent character per category

Most occurring scripts

Value	Count	Frequency (%)
No values found.

Most frequent character per script

Most occurring blocks

Value	Count	Frequency (%)
No values found.

Most frequent character per block

truecaller
Real number (ℝ_≥0)

SKEWED
ZEROS

Distinct	10
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.008299378485

Minimum	0
Maximum	9
Zeros	53055
Zeros (%)	99.6%
Negative	0
Negative (%)	0.0%
Memory size	416.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	9
Range	9
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.1703990048
Coefficient of variation (CV)	20.53153801
Kurtosis	1010.618403
Mean	0.008299378485
Median Absolute Deviation (MAD)	0
Skewness	28.81193418
Sum	442
Variance	0.02903582084
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	53055	99.6%
1	105	0.2%
2	37	0.1%
3	22	< 0.1%
4	17	< 0.1%
5	9	< 0.1%
6	5	< 0.1%
7	4	< 0.1%
9	2	< 0.1%
8	1	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	53055	99.6%
1	105	0.2%
2	37	0.1%
3	22	< 0.1%
4	17	< 0.1%
5	9	< 0.1%
6	5	< 0.1%
7	4	< 0.1%
8	1	< 0.1%
9	2	< 0.1%

Value	Count	Frequency (%)
9	2	< 0.1%
8	1	< 0.1%
7	4	< 0.1%
6	5	< 0.1%
5	9	< 0.1%
4	17	< 0.1%
3	22	< 0.1%
2	37	0.1%
1	105	0.2%
0	53055	99.6%

venda
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	416.2 KiB

	40490
	12767

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	0
Distinct characters	0
Distinct categories	0 ?
Distinct scripts	0 ?
Distinct blocks	0 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Common Values

Value	Count	Frequency (%)
	40490	76.0%
	12767	24.0%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
	40490	76.0%
	12767	24.0%

Most occurring characters

Value	Count	Frequency (%)
No values found.

Most occurring categories

Value	Count	Frequency (%)
No values found.

Most frequent character per category

Most occurring scripts

Value	Count	Frequency (%)
No values found.

Most frequent character per script

Most occurring blocks

Value	Count	Frequency (%)
No values found.

Most frequent character per block

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

Overview

Variables

Common Values

Length

Pie chart

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Common Values

Length

Pie chart

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Interactions

Correlations

Spearman's ρ

Pearson's r

Kendall's τ

Cramér's V (φc)

Phik (φk)

Missing values